Abstract
Design of contemporary microwave components is—in a large part—based on full-wave electromagnetic (EM) simulation tools. The primary reasons for this include reliability and versatility of EM analysis. In fact, for many microwave structures, notably compact components, EM-driven parameter tuning is virtually imperative because traditional models (analytical or network equivalents) are unable to account for the cross-coupling effects, strongly present in miniaturized layouts. At the same time, the cost of simulation-based design procedures may be significant due to a typically large number of evaluations of the circuit at hand involved. In this paper, a novel approach to expedited design closure of compact microwave passives is presented. The proposed procedure incorporates available designs (e.g., existing from the previous design work on the same structure) in the form of the kriging interpolation models, utilized to yield a reasonable initial design and to accelerate its further refinement. An important component of the framework is an iterative correction procedure that feeds the accumulated discrepancies between the target and the actual design objective values back to the kriging surrogate to produce improved predictions. The efficacy of our methodology is demonstrated using two miniaturized impedance matching transformers with the optimized designs obtained at the cost of a few EM simulations of the respective circuits. The relevance of the iterative correction is corroborated through the comparative studies showing its superiority over rudimentary gradient-based refinement.
Highlights
The involvement of computational models in the design of microwave components, primarily full-wave electromagnetic (EM) simulation tools, has been steadily growing over the recent years
The aforementioned challenges of EM-driven design are pertinent to miniaturized microwave components, where conventional transmission lines (TLs) are folded [8] or replaced by physically smaller building blocks
One of the issues associated with such structures are considerable cross-coupling effects, only accountable for through the EM analysis
Summary
The involvement of computational models in the design of microwave components, primarily full-wave electromagnetic (EM) simulation tools, has been steadily growing over the recent years. Full-wave simulations might be associated with considerable computational overhead, which is normally acceptable for design verification but may become prohibitive whenever multiple analyses are required. The aforementioned challenges of EM-driven design are pertinent to miniaturized microwave components (couplers, power dividers, filters, impedance matching transformers [5]–[7]), where conventional transmission lines (TLs) are folded [8] or replaced by physically smaller building blocks (e.g., compact cells employing the slow-wave phenomenon [9], [10]). One of the issues associated with such structures are considerable cross-coupling effects, only accountable for through the EM analysis
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